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Automation
Skill

/research-ideation

This skill should be used when the user asks to "brainstorm research ideas", "use 5W1H framework", "identify research gaps", "conduct gap analysis", "start research project", "conduct literature review", "define research question", "select research method", "plan research", or

From plugin
auto-empirical-research-skills
3.8k200 skills
Install
$ npx -y skills add brycewang-stanford/Auto-Empirical-Research-Skills --skill research-ideation --agent claude-code

How it fires

How this skill gets triggered: by you, by Claude, or both.

  • Fires itselfAuto-invocation. Claude auto-loads it when your prompt matches the work.Auto-invocation is when the right skill fires by itself at the right moment, driven by a FLOW.md router and a hook, instead of you invoking it by name. It is the difference between a skill being installed and a skill actually getting used.Read the full definition →
  • You can call itInvoke it directly when you want it.
  • Slash command/research-ideation

Context preview

The summary Claude sees to decide when to auto-load this skill.

This skill should be used when the user asks to "brainstorm research ideas", "use 5W1H framework", "identify research gaps", "conduct gap analysis", "start research project", "conduct literature review", "define research question", "select research method", "plan research", or

SKILL.md

research-ideation.SKILL.md
name: research-ideation
description: This skill should be used when the user asks to "brainstorm research ideas", "use 5W1H framework", "identify research gaps", "conduct gap analysis", "start research project", "conduct literature review", "define research question", "select research method", "plan research", or mentions research project initiation phase. Provides comprehensive guidance for research startup workflow from idea generation to planning.
version: 0.1.0

Research Ideation

Supports the complete workflow for the research project initiation phase, from literature review to research question definition, method selection, and research planning.

Core Features

1. Idea Brainstorming (5W1H Framework)

Systematically brainstorm research ideas using the 5W1H framework:

  • **What**: What problem or phenomenon to study
  • **Why**: Why this problem is important
  • **Who**: Target audience and stakeholders
  • **When**: Time scope and context of the research
  • **Where**: Application scenarios and domains
  • **How**: Preliminary research methodology ideas

**Integration with superpowers:brainstorming**: Can invoke the superpowers:brainstorming skill for interactive brainstorming to help rapidly generate and evaluate research ideas.

2. Literature Review

Systematically search, analyze, and synthesize related literature:

  • Build effective search keywords
  • Search via WebSearch across academic databases (arXiv, Google Scholar, etc.)
  • Screen and evaluate paper quality
  • Identify research trends and gaps
  • Generate structured literature reviews
  • **Zotero Integration**: Papers are automatically added to Zotero via DOI, organized into topic-based collections, and open-access PDFs are auto-attached for full-text reading

3. Gap Analysis

Systematically identify and evaluate research gaps:

  • **Literature gaps**: Identify topics or questions not yet sufficiently studied
  • **Methodological gaps**: Discover limitations and improvement opportunities in existing methods
  • **Application gaps**: Identify opportunities for theory-to-practice transfer
  • **Interdisciplinary gaps**: Discover research opportunities at the intersection of different fields
  • **Temporal gaps**: Identify new research needs arising from changes over time

**Analysis Dimensions:**

  • Coverage of research topics
  • Comparison of strengths and weaknesses of existing methods
  • Completeness of experimental setups
  • Availability of datasets and benchmarks
  • Gap between theory and practice

4. Research Question Definition

Formulate specific research questions based on literature analysis:

  • Identify research gaps and opportunities
  • Apply SMART principles to formulate questions
  • Evaluate importance, novelty, and feasibility
  • Define research objectives and expected contributions

5. Method Selection

Select appropriate research methods:

  • Analyze strengths and weaknesses of existing methods
  • Evaluate method applicability
  • Identify required technologies and resources
  • Consider method feasibility

6. Research Planning

Develop detailed research plans:

  • Plan research timeline
  • Define milestones and deliverables
  • Identify potential risks
  • Assess resource requirements

When to Use

Scenarios for This Skill

Use the research-ideation skill in the following situations:

1. **Starting a new research project** - Have research interests but no clear research question yet 2. **Literature review** - Need to systematically understand a research field 3. **Research question formulation** - Need to transform vague ideas into specific research questions 4. **Method selection** - Need to choose appropriate research methods and technical approaches 5. **Research planning** - Need to plan research timeline and resources

Typical Workflow

Research interest → Idea brainstorming (5W1H) → Literature review → Gap analysis → Define question → Select method → Create plan

**Output Files:**

  • `literature-review.md` - Structured literature review
  • `research-proposal.md` - Research proposal (including question, method, plan)
  • `references.bib` - References in BibTeX format
  • Zotero collection with organized papers and PDFs

Integration with Other Systems

Complete Research Workflow

research-ideation (Research initiation)
    ↓
Experiment execution (completed by user)
    ↓
results-analysis (Results analysis)
    ↓
ml-paper-writing (Paper writing)

Data Flow

  • **research-ideation output** → Guides experiment design and method selection
  • **Experimental results** → results-analysis for statistical analysis
  • **Analysis results** → Related Work and Methods sections of ml-paper-writing

Zotero Integration

Through the Zotero MCP server, the research-ideation workflow automates literature management:

  • **Paper Discovery**: WebSearch finds relevant papers across academic databases
  • **Auto-Import**: Extract DOI / arXiv ID / landing-page URLs from search results, then use `zotero_add_items_by_identifier` to prefer paper/preprint imports before any webpage fallback
  • **Collection Organization**: `zotero_create_collection` creates topic-based collections with standard sub-collections (Core Papers, Methods, Applications, Baselines, To-Read)
  • **PDF Attachment**: `zotero_add_items_by_identifier(..., attach_pdf=true)` runs a PDF cascade (landing-page PDF hints → direct PDF → Unpaywall), and `zotero_find_and_attach_pdfs` can be used as a follow-up sweep for remaining items
  • **Full-Text Reading**: `zotero_get_item_fulltext` reads indexed PDF content for analysis and note-taking
  • **Library Search**: `zotero_search_items` and `zotero_get_collection_items` browse existing papers to avoid duplicates

Key Configuration

  • **Literature search scope**: Papers from the last 3 years by default, configurable
  • **Output format**: Markdown format for easy editing and version control
  • **Citation management**: Generates references in BibTeX format
  • **Zotero collection naming**: `Research-{topic}-{YY
Read more
Ships withauto-empirical-research-skills

📌 文档结构(2026-07-22 起): 本文件是中文默认入口 —— banner + badges + 信任面 + 9 阶段流水线速览 + 76 行合集总表。 每个合集的完整描述、按用途分组、精确数字、验证方法在 docs/CONTENT_ZH.md(扩展正文,总表行内的 → 直接跳转到对应锚点)。 English version: README-en.md · 中文扩展正文:docs/CONTENT_ZH.md · README-zh-CN.md 已弃用(重定向占位) 🌐 语言: English |

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